CCDV-F

Full request-and-response traces make runs reproducible and comparable. Recording the input, system prompt, user messages, model output, and parameters exposes hidden contextual or configuration differences that can account for inconsistent behavior. Anthropic’s documentation supports logging and inspecting intermediate API outputs when diagnosing application behavior.